Dataset statistics
| Number of variables | 19 |
|---|---|
| Number of observations | 1267 |
| Missing cells | 1514 |
| Missing cells (%) | 6.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 188.2 KiB |
| Average record size in memory | 152.1 B |
Variable types
| Numeric | 14 |
|---|---|
| Categorical | 4 |
| Boolean | 1 |
Aneu_neck is highly overall correlated with Aneu_width and 9 other fields | High correlation |
Aneu_width is highly overall correlated with Aneu_neck and 10 other fields | High correlation |
Aneu_height is highly overall correlated with Aneu_neck and 10 other fields | High correlation |
Aneu_volume is highly overall correlated with Aneu_neck and 10 other fields | High correlation |
coil_count is highly overall correlated with Aneu_neck and 8 other fields | High correlation |
coil_length1 is highly overall correlated with Aneu_neck and 10 other fields | High correlation |
coil_size1 is highly overall correlated with Aneu_neck and 10 other fields | High correlation |
coil_size2 is highly overall correlated with Aneu_neck and 10 other fields | High correlation |
coil_length2 is highly overall correlated with Aneu_neck and 10 other fields | High correlation |
coil_size3 is highly overall correlated with Aneu_neck and 10 other fields | High correlation |
coil_length3 is highly overall correlated with Aneu_neck and 9 other fields | High correlation |
Aneu_width_label is highly overall correlated with Aneu_width and 8 other fields | High correlation |
Is_bleb is highly imbalanced (68.5%) | Imbalance |
VER has 1096 (86.5%) missing values | Missing |
coil_size2 has 53 (4.2%) missing values | Missing |
coil_length2 has 53 (4.2%) missing values | Missing |
coil_size3 has 156 (12.3%) missing values | Missing |
coil_length3 has 156 (12.3%) missing values | Missing |
ID has unique values | Unique |
Reproduction
| Analysis started | 2023-09-16 06:34:47.660039 |
|---|---|
| Analysis finished | 2023-09-16 06:35:24.717153 |
| Duration | 37.06 seconds |
| Software version | pandas-profiling v0.0.dev0 |
| Download configuration | config.json |
ID
Real number (ℝ)
| Distinct | 1267 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3740.7419 |
| Minimum | 3026 |
|---|---|
| Maximum | 4434 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.0 KiB |
Quantile statistics
| Minimum | 3026 |
|---|---|
| 5-th percentile | 3101.3 |
| Q1 | 3387.5 |
| median | 3746 |
| Q3 | 4098.5 |
| 95-th percentile | 4358.7 |
| Maximum | 4434 |
| Range | 1408 |
| Interquartile range (IQR) | 711 |
Descriptive statistics
| Standard deviation | 405.9595 |
|---|---|
| Coefficient of variation (CV) | 0.10852379 |
| Kurtosis | -1.2155041 |
| Mean | 3740.7419 |
| Median Absolute Deviation (MAD) | 355 |
| Skewness | -0.040260283 |
| Sum | 4739520 |
| Variance | 164803.12 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3027 | 1 | 0.1% |
| 4201 | 1 | 0.1% |
| 4211 | 1 | 0.1% |
| 4210 | 1 | 0.1% |
| 4208 | 1 | 0.1% |
| 4207 | 1 | 0.1% |
| 4206 | 1 | 0.1% |
| 4205 | 1 | 0.1% |
| 4204 | 1 | 0.1% |
| 4200 | 1 | 0.1% |
| Other values (1257) | 1257 |
| Value | Count | Frequency (%) |
| 3026 | 1 | |
| 3027 | 1 | |
| 3030 | 1 | |
| 3031 | 1 | |
| 3034 | 1 | |
| 3035 | 1 | |
| 3037 | 1 | |
| 3038 | 1 | |
| 3039 | 1 | |
| 3040 | 1 |
| Value | Count | Frequency (%) |
| 4434 | 1 | |
| 4433 | 1 | |
| 4432 | 1 | |
| 4431 | 1 | |
| 4430 | 1 | |
| 4427 | 1 | |
| 4425 | 1 | |
| 4424 | 1 | |
| 4423 | 1 | |
| 4422 | 1 |
Sex
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.0 KiB |
| woman | |
|---|---|
| man |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.4664562 |
| Min length | 3 |
Characters and Unicode
| Total characters | 5659 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | woman |
|---|---|
| 2nd row | woman |
| 3rd row | man |
| 4th row | woman |
| 5th row | woman |
Common Values
| Value | Count | Frequency (%) |
| woman | 929 | |
| man | 338 | 26.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| woman | 929 | |
| man | 338 | 26.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| m | 1267 | |
| a | 1267 | |
| n | 1267 | |
| w | 929 | |
| o | 929 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 5659 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| m | 1267 | |
| a | 1267 | |
| n | 1267 | |
| w | 929 | |
| o | 929 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 5659 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| m | 1267 | |
| a | 1267 | |
| n | 1267 | |
| w | 929 | |
| o | 929 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5659 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| m | 1267 | |
| a | 1267 | |
| n | 1267 | |
| w | 929 | |
| o | 929 |
Age
Real number (ℝ)
| Distinct | 63 |
|---|---|
| Distinct (%) | 5.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 60.470403 |
| Minimum | 22 |
|---|---|
| Maximum | 89 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.0 KiB |
Quantile statistics
| Minimum | 22 |
|---|---|
| 5-th percentile | 40 |
| Q1 | 52 |
| median | 61 |
| Q3 | 70 |
| 95-th percentile | 78 |
| Maximum | 89 |
| Range | 67 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 11.692061 |
|---|---|
| Coefficient of variation (CV) | 0.1933518 |
| Kurtosis | -0.39385103 |
| Mean | 60.470403 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | -0.25657886 |
| Sum | 76616 |
| Variance | 136.7043 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 61 | 51 | 4.0% |
| 64 | 47 | 3.7% |
| 70 | 45 | 3.6% |
| 60 | 44 | 3.5% |
| 50 | 43 | 3.4% |
| 58 | 42 | 3.3% |
| 62 | 41 | 3.2% |
| 71 | 39 | 3.1% |
| 63 | 38 | 3.0% |
| 67 | 37 | 2.9% |
| Other values (53) | 840 |
| Value | Count | Frequency (%) |
| 22 | 1 | 0.1% |
| 25 | 2 | |
| 29 | 4 | |
| 30 | 1 | 0.1% |
| 31 | 1 | 0.1% |
| 32 | 2 | |
| 33 | 2 | |
| 34 | 4 | |
| 35 | 4 | |
| 36 | 3 |
| Value | Count | Frequency (%) |
| 89 | 2 | 0.2% |
| 88 | 1 | 0.1% |
| 87 | 4 | 0.3% |
| 86 | 1 | 0.1% |
| 85 | 2 | 0.2% |
| 84 | 4 | 0.3% |
| 83 | 10 | |
| 82 | 4 | 0.3% |
| 81 | 6 | |
| 80 | 6 |
Aneu_location
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.0 KiB |
| ICA | |
|---|---|
| ACA | |
| MCA | |
| BA | |
| VA | 31 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 2.8926598 |
| Min length | 2 |
Characters and Unicode
| Total characters | 3665 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | BA |
|---|---|
| 2nd row | ICA |
| 3rd row | ACA |
| 4th row | ICA |
| 5th row | ACA |
Common Values
| Value | Count | Frequency (%) |
| ICA | 709 | |
| ACA | 263 | 20.8% |
| MCA | 159 | 12.5% |
| BA | 105 | 8.3% |
| VA | 31 | 2.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ica | 709 | |
| aca | 263 | 20.8% |
| mca | 159 | 12.5% |
| ba | 105 | 8.3% |
| va | 31 | 2.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 1530 | |
| C | 1131 | |
| I | 709 | |
| M | 159 | 4.3% |
| B | 105 | 2.9% |
| V | 31 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 3665 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 1530 | |
| C | 1131 | |
| I | 709 | |
| M | 159 | 4.3% |
| B | 105 | 2.9% |
| V | 31 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3665 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 1530 | |
| C | 1131 | |
| I | 709 | |
| M | 159 | 4.3% |
| B | 105 | 2.9% |
| V | 31 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3665 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 1530 | |
| C | 1131 | |
| I | 709 | |
| M | 159 | 4.3% |
| B | 105 | 2.9% |
| V | 31 | 0.8% |
Aneu_neck
Real number (ℝ)
| Distinct | 349 |
|---|---|
| Distinct (%) | 27.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.126543 |
| Minimum | 0.99 |
|---|---|
| Maximum | 8.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.0 KiB |
Quantile statistics
| Minimum | 0.99 |
|---|---|
| 5-th percentile | 1.583 |
| Q1 | 2.3 |
| median | 3 |
| Q3 | 3.75 |
| 95-th percentile | 5.335 |
| Maximum | 8.5 |
| Range | 7.51 |
| Interquartile range (IQR) | 1.45 |
Descriptive statistics
| Standard deviation | 1.1521134 |
|---|---|
| Coefficient of variation (CV) | 0.36849434 |
| Kurtosis | 1.2312162 |
| Mean | 3.126543 |
| Median Absolute Deviation (MAD) | 0.73 |
| Skewness | 0.94360738 |
| Sum | 3961.33 |
| Variance | 1.3273653 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3 | 100 | 7.9% |
| 2.5 | 83 | 6.6% |
| 2 | 73 | 5.8% |
| 3.5 | 65 | 5.1% |
| 4 | 47 | 3.7% |
| 4.5 | 31 | 2.4% |
| 5 | 25 | 2.0% |
| 1.5 | 24 | 1.9% |
| 5.5 | 12 | 0.9% |
| 2.4 | 11 | 0.9% |
| Other values (339) | 796 |
| Value | Count | Frequency (%) |
| 0.99 | 1 | 0.1% |
| 1 | 5 | |
| 1.06 | 1 | 0.1% |
| 1.07 | 1 | 0.1% |
| 1.1 | 2 | 0.2% |
| 1.13 | 1 | 0.1% |
| 1.2 | 4 | |
| 1.26 | 1 | 0.1% |
| 1.31 | 1 | 0.1% |
| 1.32 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 8.5 | 1 | 0.1% |
| 8 | 3 | |
| 7.51 | 1 | 0.1% |
| 7.4 | 1 | 0.1% |
| 7.2 | 1 | 0.1% |
| 7.1 | 1 | 0.1% |
| 7 | 2 | |
| 6.86 | 1 | 0.1% |
| 6.5 | 1 | 0.1% |
| 6.43 | 1 | 0.1% |
Aneu_width
Real number (ℝ)
| Distinct | 423 |
|---|---|
| Distinct (%) | 33.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.4423433 |
| Minimum | 1 |
|---|---|
| Maximum | 11 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2.2 |
| Q1 | 3.065 |
| median | 4.1 |
| Q3 | 5.33 |
| 95-th percentile | 7.994 |
| Maximum | 11 |
| Range | 10 |
| Interquartile range (IQR) | 2.265 |
Descriptive statistics
| Standard deviation | 1.7200093 |
|---|---|
| Coefficient of variation (CV) | 0.38718513 |
| Kurtosis | 0.63033345 |
| Mean | 4.4423433 |
| Median Absolute Deviation (MAD) | 1.1 |
| Skewness | 0.90813881 |
| Sum | 5628.449 |
| Variance | 2.958432 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3 | 69 | 5.4% |
| 4 | 61 | 4.8% |
| 3.5 | 57 | 4.5% |
| 4.5 | 56 | 4.4% |
| 5 | 49 | 3.9% |
| 6 | 33 | 2.6% |
| 2.5 | 28 | 2.2% |
| 5.5 | 27 | 2.1% |
| 7 | 24 | 1.9% |
| 2 | 22 | 1.7% |
| Other values (413) | 841 |
| Value | Count | Frequency (%) |
| 1 | 1 | 0.1% |
| 1.2 | 1 | 0.1% |
| 1.3 | 1 | 0.1% |
| 1.43 | 1 | 0.1% |
| 1.5 | 3 | |
| 1.55 | 1 | 0.1% |
| 1.56 | 1 | 0.1% |
| 1.58 | 1 | 0.1% |
| 1.63 | 1 | 0.1% |
| 1.66 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 11 | 1 | |
| 10.5 | 2 | |
| 10.3 | 1 | |
| 10.23 | 1 | |
| 10 | 1 | |
| 9.9 | 1 | |
| 9.83 | 1 | |
| 9.77 | 1 | |
| 9.75 | 1 | |
| 9.6 | 2 |
Aneu_height
Real number (ℝ)
| Distinct | 416 |
|---|---|
| Distinct (%) | 32.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.7347277 |
| Minimum | 1.5 |
|---|---|
| Maximum | 11.96 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.0 KiB |
Quantile statistics
| Minimum | 1.5 |
|---|---|
| 5-th percentile | 2.5 |
| Q1 | 3.5 |
| median | 4.5 |
| Q3 | 5.58 |
| 95-th percentile | 8 |
| Maximum | 11.96 |
| Range | 10.46 |
| Interquartile range (IQR) | 2.08 |
Descriptive statistics
| Standard deviation | 1.7171262 |
|---|---|
| Coefficient of variation (CV) | 0.3626663 |
| Kurtosis | 1.110062 |
| Mean | 4.7347277 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.99786788 |
| Sum | 5998.9 |
| Variance | 2.9485223 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4 | 65 | 5.1% |
| 5 | 62 | 4.9% |
| 4.5 | 55 | 4.3% |
| 3.5 | 50 | 3.9% |
| 3 | 43 | 3.4% |
| 5.5 | 42 | 3.3% |
| 6 | 35 | 2.8% |
| 7 | 33 | 2.6% |
| 6.5 | 18 | 1.4% |
| 8 | 17 | 1.3% |
| Other values (406) | 847 |
| Value | Count | Frequency (%) |
| 1.5 | 1 | 0.1% |
| 1.53 | 1 | 0.1% |
| 1.55 | 1 | 0.1% |
| 1.59 | 1 | 0.1% |
| 1.7 | 2 | 0.2% |
| 1.75 | 1 | 0.1% |
| 1.85 | 1 | 0.1% |
| 1.92 | 1 | 0.1% |
| 2 | 6 | |
| 2.01 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 11.96 | 1 | 0.1% |
| 11.5 | 1 | 0.1% |
| 11 | 2 | 0.2% |
| 10.8 | 1 | 0.1% |
| 10.72 | 1 | 0.1% |
| 10.55 | 1 | 0.1% |
| 10.52 | 1 | 0.1% |
| 10.5 | 1 | 0.1% |
| 10.1 | 1 | 0.1% |
| 10 | 6 |
Aneu_volume
Real number (ℝ)
| Distinct | 973 |
|---|---|
| Distinct (%) | 76.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67.872032 |
| Minimum | 1.0471976 |
|---|---|
| Maximum | 519.80268 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.0 KiB |
Quantile statistics
| Minimum | 1.0471976 |
|---|---|
| 5-th percentile | 7.6533687 |
| Q1 | 19.257911 |
| median | 39.516261 |
| Q3 | 79.225882 |
| 95-th percentile | 235.61945 |
| Maximum | 519.80268 |
| Range | 518.75549 |
| Interquartile range (IQR) | 59.967971 |
Descriptive statistics
| Standard deviation | 80.236035 |
|---|---|
| Coefficient of variation (CV) | 1.1821664 |
| Kurtosis | 7.993526 |
| Mean | 67.872032 |
| Median Absolute Deviation (MAD) | 24.195238 |
| Skewness | 2.6068907 |
| Sum | 85993.864 |
| Variance | 6437.8214 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 53.01437603 | 16 | 1.3% |
| 16.49336143 | 16 | 1.3% |
| 33.51032164 | 14 | 1.1% |
| 37.69911184 | 13 | 1.0% |
| 18.84955592 | 13 | 1.0% |
| 25.65634 | 11 | 0.9% |
| 21.20575041 | 10 | 0.8% |
| 131.9468915 | 9 | 0.7% |
| 9.817477042 | 9 | 0.7% |
| 71.99483164 | 9 | 0.7% |
| Other values (963) | 1147 |
| Value | Count | Frequency (%) |
| 1.047197551 | 1 | |
| 1.281769803 | 1 | |
| 1.327322896 | 1 | |
| 2.128458868 | 1 | |
| 2.474004215 | 1 | |
| 2.566209959 | 1 | |
| 2.580404198 | 1 | |
| 2.717893906 | 1 | |
| 2.836433004 | 1 | |
| 2.945243113 | 2 |
| Value | Count | Frequency (%) |
| 519.8026845 | 1 | |
| 518.3109516 | 1 | |
| 506.8436148 | 1 | |
| 495.2573556 | 1 | |
| 487.7322595 | 1 | |
| 476.3000755 | 1 | |
| 461.8141201 | 1 | |
| 458.4212 | 1 | |
| 442.6080814 | 1 | |
| 437.5066667 | 1 |
Adj_tech
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.0 KiB |
| Stent assist | |
|---|---|
| BAT | |
| Simple | |
| Double cathe | |
| Triple cathe | 1 |
Length
| Max length | 12 |
|---|---|
| Median length | 6 |
| Mean length | 7.4112076 |
| Min length | 3 |
Characters and Unicode
| Total characters | 9390 |
|---|---|
| Distinct characters | 21 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | Simple |
|---|---|
| 2nd row | BAT |
| 3rd row | Simple |
| 4th row | Simple |
| 5th row | Simple |
Common Values
| Value | Count | Frequency (%) |
| Stent assist | 447 | |
| BAT | 446 | |
| Simple | 300 | |
| Double cathe | 73 | 5.8% |
| Triple cathe | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| stent | 447 | |
| assist | 447 | |
| bat | 446 | |
| simple | 300 | |
| cathe | 74 | 4.1% |
| double | 73 | 4.1% |
| triple | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 1415 | |
| s | 1341 | |
| e | 895 | |
| i | 748 | |
| S | 747 | |
| 521 | 5.5% | |
| a | 521 | 5.5% |
| T | 447 | 4.8% |
| n | 447 | 4.8% |
| B | 446 | 4.7% |
| Other values (11) | 1862 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 6710 | |
| Uppercase Letter | 2159 | 23.0% |
| Space Separator | 521 | 5.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 1415 | |
| s | 1341 | |
| e | 895 | |
| i | 748 | |
| a | 521 | 7.8% |
| n | 447 | 6.7% |
| l | 374 | 5.6% |
| p | 301 | 4.5% |
| m | 300 | 4.5% |
| c | 74 | 1.1% |
| Other values (5) | 294 | 4.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 747 | |
| T | 447 | |
| B | 446 | |
| A | 446 | |
| D | 73 | 3.4% |
Space Separator
| Value | Count | Frequency (%) |
| 521 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8869 | |
| Common | 521 | 5.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 1415 | |
| s | 1341 | |
| e | 895 | |
| i | 748 | |
| S | 747 | |
| a | 521 | 5.9% |
| T | 447 | 5.0% |
| n | 447 | 5.0% |
| B | 446 | 5.0% |
| A | 446 | 5.0% |
| Other values (10) | 1416 |
Common
| Value | Count | Frequency (%) |
| 521 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 9390 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 1415 | |
| s | 1341 | |
| e | 895 | |
| i | 748 | |
| S | 747 | |
| 521 | 5.5% | |
| a | 521 | 5.5% |
| T | 447 | 4.8% |
| n | 447 | 4.8% |
| B | 446 | 4.7% |
| Other values (11) | 1862 |
Is_bleb
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
| False | |
|---|---|
| True | 72 |
| Value | Count | Frequency (%) |
| False | 1195 | |
| True | 72 | 5.7% |
VER
Real number (ℝ)
| Distinct | 141 |
|---|---|
| Distinct (%) | 82.5% |
| Missing | 1096 |
| Missing (%) | 86.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.423918 |
| Minimum | 12.89 |
|---|---|
| Maximum | 70.58 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.0 KiB |
Quantile statistics
| Minimum | 12.89 |
|---|---|
| 5-th percentile | 19.8 |
| Q1 | 27.4 |
| median | 33 |
| Q3 | 39.04 |
| 95-th percentile | 55.705 |
| Maximum | 70.58 |
| Range | 57.69 |
| Interquartile range (IQR) | 11.64 |
Descriptive statistics
| Standard deviation | 10.833136 |
|---|---|
| Coefficient of variation (CV) | 0.31469794 |
| Kurtosis | 1.2023413 |
| Mean | 34.423918 |
| Median Absolute Deviation (MAD) | 5.9 |
| Skewness | 0.9085764 |
| Sum | 5886.49 |
| Variance | 117.35684 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 31.8 | 4 | 0.3% |
| 24.5 | 3 | 0.2% |
| 25.2 | 3 | 0.2% |
| 36.5 | 3 | 0.2% |
| 35 | 2 | 0.2% |
| 32 | 2 | 0.2% |
| 34.1 | 2 | 0.2% |
| 26.5 | 2 | 0.2% |
| 27.5 | 2 | 0.2% |
| 32.5 | 2 | 0.2% |
| Other values (131) | 146 | 11.5% |
| (Missing) | 1096 |
| Value | Count | Frequency (%) |
| 12.89 | 1 | |
| 14.2 | 1 | |
| 14.21 | 1 | |
| 15 | 1 | |
| 16.1 | 1 | |
| 17.3 | 1 | |
| 17.5 | 1 | |
| 19.4 | 1 | |
| 19.6 | 1 | |
| 20 | 1 |
| Value | Count | Frequency (%) |
| 70.58 | 1 | |
| 69.7 | 1 | |
| 66.4 | 1 | |
| 64.5 | 1 | |
| 60.8 | 1 | |
| 60.4 | 1 | |
| 59.5 | 1 | |
| 58.8 | 1 | |
| 56.7 | 1 | |
| 54.71 | 1 |
coil_count
Real number (ℝ)
| Distinct | 30 |
|---|---|
| Distinct (%) | 2.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.4546172 |
| Minimum | 1 |
|---|---|
| Maximum | 58 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 14 |
| Maximum | 58 |
| Range | 57 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 4.4382849 |
|---|---|
| Coefficient of variation (CV) | 0.68761397 |
| Kurtosis | 18.547463 |
| Mean | 6.4546172 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 2.7836123 |
| Sum | 8178 |
| Variance | 19.698373 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 3 | 159 | |
| 4 | 159 | |
| 5 | 149 | |
| 6 | 146 | |
| 7 | 113 | |
| 2 | 103 | |
| 8 | 95 | |
| 9 | 71 | |
| 10 | 54 | 4.3% |
| 1 | 53 | 4.2% |
| Other values (20) | 165 |
| Value | Count | Frequency (%) |
| 1 | 53 | 4.2% |
| 2 | 103 | |
| 3 | 159 | |
| 4 | 159 | |
| 5 | 149 | |
| 6 | 146 | |
| 7 | 113 | |
| 8 | 95 | |
| 9 | 71 | |
| 10 | 54 | 4.3% |
| Value | Count | Frequency (%) |
| 58 | 1 | 0.1% |
| 34 | 1 | 0.1% |
| 33 | 1 | 0.1% |
| 30 | 1 | 0.1% |
| 28 | 2 | |
| 27 | 1 | 0.1% |
| 25 | 2 | |
| 24 | 2 | |
| 22 | 1 | 0.1% |
| 21 | 4 |
Aneu_width_label
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.0 KiB |
| 0.0 | |
|---|---|
| 1.0 | |
| 2.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 3801 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 852 | |
| 1.0 | 285 | 22.5% |
| 2.0 | 130 | 10.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 852 | |
| 1.0 | 285 | 22.5% |
| 2.0 | 130 | 10.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2119 | |
| . | 1267 | |
| 1 | 285 | 7.5% |
| 2 | 130 | 3.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2534 | |
| Other Punctuation | 1267 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2119 | |
| 1 | 285 | 11.2% |
| 2 | 130 | 5.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1267 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 3801 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2119 | |
| . | 1267 | |
| 1 | 285 | 7.5% |
| 2 | 130 | 3.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3801 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2119 | |
| . | 1267 | |
| 1 | 285 | 7.5% |
| 2 | 130 | 3.4% |
coil_length1
Real number (ℝ)
| Distinct | 39 |
|---|---|
| Distinct (%) | 3.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.746961 |
| Minimum | 1 |
|---|---|
| Maximum | 45 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 6 |
| median | 8 |
| Q3 | 15 |
| 95-th percentile | 25.7 |
| Maximum | 45 |
| Range | 44 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 6.8020683 |
|---|---|
| Coefficient of variation (CV) | 0.63292944 |
| Kurtosis | 1.9032428 |
| Mean | 10.746961 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.4482574 |
| Sum | 13616.4 |
| Variance | 46.268133 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=39)
| Value | Count | Frequency (%) |
| 8 | 251 | |
| 6 | 216 | |
| 10 | 186 | |
| 15 | 131 | |
| 4 | 121 | |
| 20 | 92 | 7.3% |
| 30 | 52 | 4.1% |
| 12 | 39 | 3.1% |
| 3 | 31 | 2.4% |
| 25 | 21 | 1.7% |
| Other values (29) | 127 |
| Value | Count | Frequency (%) |
| 1 | 1 | 0.1% |
| 2 | 18 | 1.4% |
| 2.5 | 2 | 0.2% |
| 3 | 31 | 2.4% |
| 3.5 | 4 | 0.3% |
| 4 | 121 | |
| 4.5 | 3 | 0.2% |
| 5 | 4 | 0.3% |
| 5.4 | 3 | 0.2% |
| 6 | 216 |
| Value | Count | Frequency (%) |
| 45 | 1 | 0.1% |
| 40 | 2 | 0.2% |
| 30 | 52 | |
| 29 | 3 | 0.2% |
| 28 | 3 | 0.2% |
| 27 | 1 | 0.1% |
| 26 | 2 | 0.2% |
| 25 | 21 | |
| 24 | 4 | 0.3% |
| 23 | 1 | 0.1% |
coil_size1
Real number (ℝ)
| Distinct | 17 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.4368587 |
| Minimum | 1 |
|---|---|
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 8 |
| Maximum | 14 |
| Range | 13 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.8243241 |
|---|---|
| Coefficient of variation (CV) | 0.41117472 |
| Kurtosis | 1.7326692 |
| Mean | 4.4368587 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.1379081 |
| Sum | 5621.5 |
| Variance | 3.3281585 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 3 | 245 | |
| 4 | 235 | |
| 5 | 217 | |
| 6 | 134 | |
| 3.5 | 98 | 7.7% |
| 2.5 | 87 | 6.9% |
| 7 | 75 | 5.9% |
| 2 | 61 | 4.8% |
| 8 | 42 | 3.3% |
| 9 | 22 | 1.7% |
| Other values (7) | 51 | 4.0% |
| Value | Count | Frequency (%) |
| 1 | 5 | 0.4% |
| 1.5 | 10 | 0.8% |
| 2 | 61 | 4.8% |
| 2.5 | 87 | 6.9% |
| 3 | 245 | |
| 3.5 | 98 | 7.7% |
| 4 | 235 | |
| 4.5 | 14 | 1.1% |
| 5 | 217 | |
| 6 | 134 |
| Value | Count | Frequency (%) |
| 14 | 1 | 0.1% |
| 13 | 1 | 0.1% |
| 12 | 3 | 0.2% |
| 10 | 17 | 1.3% |
| 9 | 22 | 1.7% |
| 8 | 42 | 3.3% |
| 7 | 75 | 5.9% |
| 6 | 134 | |
| 5 | 217 | |
| 4.5 | 14 | 1.1% |
coil_size2
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 16 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 53 |
| Missing (%) | 4.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.3900329 |
| Minimum | 1 |
|---|---|
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1.5 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 7 |
| Maximum | 14 |
| Range | 13 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.7209656 |
|---|---|
| Coefficient of variation (CV) | 0.50765453 |
| Kurtosis | 3.8192961 |
| Mean | 3.3900329 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.5501706 |
| Sum | 4115.5 |
| Variance | 2.9617225 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 2 | 246 | |
| 3 | 220 | |
| 4 | 199 | |
| 2.5 | 152 | |
| 5 | 108 | |
| 1.5 | 63 | 5.0% |
| 6 | 61 | 4.8% |
| 1 | 47 | 3.7% |
| 3.5 | 40 | 3.2% |
| 7 | 26 | 2.1% |
| Other values (6) | 52 | 4.1% |
| (Missing) | 53 | 4.2% |
| Value | Count | Frequency (%) |
| 1 | 47 | 3.7% |
| 1.5 | 63 | 5.0% |
| 2 | 246 | |
| 2.5 | 152 | |
| 3 | 220 | |
| 3.5 | 40 | 3.2% |
| 4 | 199 | |
| 4.5 | 10 | 0.8% |
| 5 | 108 | |
| 6 | 61 | 4.8% |
| Value | Count | Frequency (%) |
| 14 | 2 | 0.2% |
| 12 | 1 | 0.1% |
| 10 | 3 | 0.2% |
| 9 | 15 | 1.2% |
| 8 | 21 | 1.7% |
| 7 | 26 | 2.1% |
| 6 | 61 | 4.8% |
| 5 | 108 | |
| 4.5 | 10 | 0.8% |
| 4 | 199 |
coil_length2
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 30 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 53 |
| Missing (%) | 4.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.1828666 |
| Minimum | 1 |
|---|---|
| Maximum | 50 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 20 |
| Maximum | 50 |
| Range | 49 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 5.4928616 |
|---|---|
| Coefficient of variation (CV) | 0.76471719 |
| Kurtosis | 7.2854042 |
| Mean | 7.1828666 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 2.3011839 |
| Sum | 8720 |
| Variance | 30.171528 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 4 | 262 | |
| 6 | 205 | |
| 8 | 192 | |
| 3 | 137 | |
| 10 | 113 | |
| 2 | 107 | |
| 15 | 54 | 4.3% |
| 20 | 31 | 2.4% |
| 12 | 22 | 1.7% |
| 30 | 19 | 1.5% |
| Other values (20) | 72 | 5.7% |
| (Missing) | 53 | 4.2% |
| Value | Count | Frequency (%) |
| 1 | 9 | 0.7% |
| 2 | 107 | |
| 2.5 | 1 | 0.1% |
| 3 | 137 | |
| 3.5 | 4 | 0.3% |
| 4 | 262 | |
| 4.5 | 1 | 0.1% |
| 5 | 9 | 0.7% |
| 5.4 | 2 | 0.2% |
| 6 | 205 |
| Value | Count | Frequency (%) |
| 50 | 1 | 0.1% |
| 30 | 19 | |
| 26 | 1 | 0.1% |
| 25 | 6 | 0.5% |
| 24 | 6 | 0.5% |
| 23 | 1 | 0.1% |
| 21 | 6 | 0.5% |
| 20 | 31 | |
| 18 | 3 | 0.2% |
| 17 | 5 | 0.4% |
coil_size3
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 156 |
| Missing (%) | 12.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.9050405 |
| Minimum | 1 |
|---|---|
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2.5 |
| Q3 | 4 |
| 95-th percentile | 6 |
| Maximum | 14 |
| Range | 13 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.5434347 |
|---|---|
| Coefficient of variation (CV) | 0.53129543 |
| Kurtosis | 4.5658496 |
| Mean | 2.9050405 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | 1.706152 |
| Sum | 3227.5 |
| Variance | 2.3821908 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 2 | 301 | |
| 3 | 173 | |
| 4 | 156 | |
| 2.5 | 132 | |
| 1.5 | 110 | 8.7% |
| 1 | 81 | 6.4% |
| 5 | 52 | 4.1% |
| 6 | 41 | 3.2% |
| 3.5 | 24 | 1.9% |
| 8 | 16 | 1.3% |
| Other values (5) | 25 | 2.0% |
| (Missing) | 156 |
| Value | Count | Frequency (%) |
| 1 | 81 | 6.4% |
| 1.5 | 110 | 8.7% |
| 2 | 301 | |
| 2.5 | 132 | |
| 3 | 173 | |
| 3.5 | 24 | 1.9% |
| 4 | 156 | |
| 4.5 | 3 | 0.2% |
| 5 | 52 | 4.1% |
| 6 | 41 | 3.2% |
| Value | Count | Frequency (%) |
| 14 | 1 | 0.1% |
| 10 | 2 | 0.2% |
| 9 | 4 | 0.3% |
| 8 | 16 | 1.3% |
| 7 | 15 | 1.2% |
| 6 | 41 | 3.2% |
| 5 | 52 | 4.1% |
| 4.5 | 3 | 0.2% |
| 4 | 156 | |
| 3.5 | 24 | 1.9% |
coil_length3
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 22 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 156 |
| Missing (%) | 12.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.7007201 |
| Minimum | 1 |
|---|---|
| Maximum | 30 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 4 |
| Q3 | 8 |
| 95-th percentile | 15 |
| Maximum | 30 |
| Range | 29 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 4.4851848 |
|---|---|
| Coefficient of variation (CV) | 0.78677513 |
| Kurtosis | 9.087181 |
| Mean | 5.7007201 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 2.6042174 |
| Sum | 6333.5 |
| Variance | 20.116882 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 4 | 249 | |
| 2 | 200 | |
| 3 | 174 | |
| 6 | 165 | |
| 8 | 145 | |
| 10 | 62 | 4.9% |
| 15 | 33 | 2.6% |
| 20 | 16 | 1.3% |
| 12 | 13 | 1.0% |
| 1 | 12 | 0.9% |
| Other values (12) | 42 | 3.3% |
| (Missing) | 156 |
| Value | Count | Frequency (%) |
| 1 | 12 | 0.9% |
| 2 | 200 | |
| 3 | 174 | |
| 3.5 | 1 | 0.1% |
| 4 | 249 | |
| 4.5 | 2 | 0.2% |
| 5 | 7 | 0.6% |
| 6 | 165 | |
| 7 | 5 | 0.4% |
| 7.5 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 30 | 10 | 0.8% |
| 25 | 3 | 0.2% |
| 24 | 4 | 0.3% |
| 20 | 16 | 1.3% |
| 17 | 2 | 0.2% |
| 15 | 33 | |
| 13 | 1 | 0.1% |
| 12 | 13 | 1.0% |
| 11 | 1 | 0.1% |
| 10 | 62 |
| ID | Age | Aneu_neck | Aneu_width | Aneu_height | Aneu_volume | VER | coil_count | coil_length1 | coil_size1 | coil_size2 | coil_length2 | coil_size3 | coil_length3 | Sex | Aneu_location | Adj_tech | Is_bleb | Aneu_width_label | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ID | 1.000 | 0.046 | -0.005 | -0.088 | -0.153 | -0.125 | 0.103 | 0.146 | -0.199 | -0.217 | -0.182 | -0.150 | -0.247 | -0.160 | 0.036 | 0.093 | 0.331 | 0.096 | 0.076 |
| Age | 0.046 | 1.000 | 0.152 | 0.086 | 0.078 | 0.087 | -0.244 | 0.083 | 0.067 | 0.079 | 0.063 | 0.072 | 0.024 | 0.048 | 0.093 | 0.099 | 0.060 | 0.078 | 0.058 |
| Aneu_neck | -0.005 | 0.152 | 1.000 | 0.696 | 0.602 | 0.712 | -0.109 | 0.552 | 0.597 | 0.621 | 0.601 | 0.599 | 0.574 | 0.602 | 0.035 | 0.166 | 0.203 | 0.051 | 0.442 |
| Aneu_width | -0.088 | 0.086 | 0.696 | 1.000 | 0.696 | 0.965 | -0.161 | 0.652 | 0.773 | 0.812 | 0.772 | 0.750 | 0.752 | 0.751 | 0.000 | 0.105 | 0.128 | 0.073 | 0.894 |
| Aneu_height | -0.153 | 0.078 | 0.602 | 0.696 | 1.000 | 0.852 | -0.272 | 0.561 | 0.774 | 0.821 | 0.759 | 0.740 | 0.717 | 0.718 | 0.060 | 0.096 | 0.094 | 0.000 | 0.506 |
| Aneu_volume | -0.125 | 0.087 | 0.712 | 0.965 | 0.852 | 1.000 | -0.208 | 0.665 | 0.829 | 0.874 | 0.827 | 0.804 | 0.804 | 0.803 | 0.014 | 0.102 | 0.083 | 0.085 | 0.781 |
| VER | 0.103 | -0.244 | -0.109 | -0.161 | -0.272 | -0.208 | 1.000 | 0.184 | -0.133 | -0.133 | -0.141 | -0.147 | -0.251 | -0.232 | 0.000 | 0.000 | 0.000 | 0.165 | 0.070 |
| coil_count | 0.146 | 0.083 | 0.552 | 0.652 | 0.561 | 0.665 | 0.184 | 1.000 | 0.503 | 0.561 | 0.553 | 0.522 | 0.520 | 0.499 | 0.000 | 0.065 | 0.129 | 0.116 | 0.370 |
| coil_length1 | -0.199 | 0.067 | 0.597 | 0.773 | 0.774 | 0.829 | -0.133 | 0.503 | 1.000 | 0.930 | 0.831 | 0.821 | 0.771 | 0.774 | 0.000 | 0.050 | 0.086 | 0.052 | 0.559 |
| coil_size1 | -0.217 | 0.079 | 0.621 | 0.812 | 0.821 | 0.874 | -0.133 | 0.561 | 0.930 | 1.000 | 0.891 | 0.854 | 0.830 | 0.815 | 0.000 | 0.078 | 0.079 | 0.015 | 0.635 |
| coil_size2 | -0.182 | 0.063 | 0.601 | 0.772 | 0.759 | 0.827 | -0.141 | 0.553 | 0.831 | 0.891 | 1.000 | 0.936 | 0.910 | 0.885 | 0.008 | 0.118 | 0.050 | 0.000 | 0.602 |
| coil_length2 | -0.150 | 0.072 | 0.599 | 0.750 | 0.740 | 0.804 | -0.147 | 0.522 | 0.821 | 0.854 | 0.936 | 1.000 | 0.851 | 0.875 | 0.039 | 0.101 | 0.056 | 0.000 | 0.522 |
| coil_size3 | -0.247 | 0.024 | 0.574 | 0.752 | 0.717 | 0.804 | -0.251 | 0.520 | 0.771 | 0.830 | 0.910 | 0.851 | 1.000 | 0.917 | 0.000 | 0.126 | 0.059 | 0.000 | 0.570 |
| coil_length3 | -0.160 | 0.048 | 0.602 | 0.751 | 0.718 | 0.803 | -0.232 | 0.499 | 0.774 | 0.815 | 0.885 | 0.875 | 0.917 | 1.000 | 0.061 | 0.118 | 0.053 | 0.000 | 0.561 |
| Sex | 0.036 | 0.093 | 0.035 | 0.000 | 0.060 | 0.014 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 | 0.039 | 0.000 | 0.061 | 1.000 | 0.288 | 0.103 | 0.000 | 0.000 |
| Aneu_location | 0.093 | 0.099 | 0.166 | 0.105 | 0.096 | 0.102 | 0.000 | 0.065 | 0.050 | 0.078 | 0.118 | 0.101 | 0.126 | 0.118 | 0.288 | 1.000 | 0.195 | 0.000 | 0.134 |
| Adj_tech | 0.331 | 0.060 | 0.203 | 0.128 | 0.094 | 0.083 | 0.000 | 0.129 | 0.086 | 0.079 | 0.050 | 0.056 | 0.059 | 0.053 | 0.103 | 0.195 | 1.000 | 0.000 | 0.115 |
| Is_bleb | 0.096 | 0.078 | 0.051 | 0.073 | 0.000 | 0.085 | 0.165 | 0.116 | 0.052 | 0.015 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.047 |
| Aneu_width_label | 0.076 | 0.058 | 0.442 | 0.894 | 0.506 | 0.781 | 0.070 | 0.370 | 0.559 | 0.635 | 0.602 | 0.522 | 0.570 | 0.561 | 0.000 | 0.134 | 0.115 | 0.047 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| ID | Sex | Age | Aneu_location | Aneu_neck | Aneu_width | Aneu_height | Aneu_volume | Adj_tech | Is_bleb | VER | coil_count | Aneu_width_label | coil_length1 | coil_size1 | coil_size2 | coil_length2 | coil_size3 | coil_length3 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 3027 | woman | 79 | BA | 3.0 | 7.0 | 10.0 | 311.383333 | Simple | no | NaN | 6 | 2.0 | 20.0 | 8.0 | 6.0 | 10.0 | 5.0 | 10.0 |
| 1 | 3030 | woman | 54 | ICA | 3.0 | 5.0 | 5.0 | 65.416667 | BAT | no | NaN | 2 | 1.0 | 6.0 | 3.0 | 2.0 | 2.0 | NaN | NaN |
| 2 | 3031 | man | 60 | ACA | 2.5 | 4.5 | 5.0 | 55.931250 | Simple | no | NaN | 2 | 0.0 | 8.0 | 4.0 | 2.5 | 4.0 | NaN | NaN |
| 3 | 3035 | woman | 63 | ICA | 3.5 | 3.5 | 5.5 | 45.333750 | Simple | no | NaN | 3 | 0.0 | 8.0 | 4.0 | 2.5 | 4.0 | 2.0 | 3.0 |
| 4 | 3037 | woman | 82 | ACA | 3.6 | 6.0 | 5.6 | 101.987200 | Simple | no | NaN | 3 | 1.0 | 10.0 | 5.0 | 4.0 | 8.0 | 2.5 | 6.0 |
| 5 | 3038 | woman | 72 | ICA | 2.5 | 3.0 | 4.0 | 21.980000 | Simple | no | NaN | 4 | 0.0 | 6.0 | 3.0 | 2.0 | 3.0 | 2.0 | 2.0 |
| 6 | 3041 | woman | 71 | MCA | 2.0 | 3.8 | 4.0 | 31.023200 | Simple | no | NaN | 3 | 0.0 | 6.0 | 4.0 | 2.5 | 6.0 | 2.0 | 4.0 |
| 7 | 3042 | man | 65 | ACA | 2.6 | 4.3 | 4.2 | 40.168450 | Simple | no | NaN | 1 | 0.0 | 8.0 | 5.0 | NaN | NaN | NaN | NaN |
| 8 | 3044 | woman | 70 | ACA | 1.8 | 4.4 | 5.9 | 69.966527 | Simple | no | NaN | 4 | 0.0 | 10.0 | 5.0 | 4.0 | 8.0 | 2.5 | 6.0 |
| 9 | 3045 | woman | 70 | VA | 3.3 | 5.2 | 4.2 | 53.719120 | Simple | no | NaN | 4 | 1.0 | 10.0 | 5.0 | 4.0 | 8.0 | 2.5 | 6.0 |
| ID | Sex | Age | Aneu_location | Aneu_neck | Aneu_width | Aneu_height | Aneu_volume | Adj_tech | Is_bleb | VER | coil_count | Aneu_width_label | coil_length1 | coil_size1 | coil_size2 | coil_length2 | coil_size3 | coil_length3 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1257 | 4367 | woman | 68 | ICA | 2.60 | 3.69 | 2.92 | 20.817770 | Stent assist | no | NaN | 4 | 0.0 | 8.0 | 3.0 | 2.5 | 4.0 | 2.0 | 3.0 |
| 1258 | 4377 | woman | 53 | ACA | 3.00 | 3.65 | 4.14 | 28.879169 | Simple | no | NaN | 4 | 0.0 | 8.0 | 3.0 | 2.5 | 4.0 | 2.0 | 3.0 |
| 1259 | 4395 | woman | 58 | ICA | 2.27 | 3.99 | 2.60 | 21.672937 | BAT | no | NaN | 4 | 0.0 | 8.0 | 3.0 | 3.0 | 6.0 | 2.0 | 4.0 |
| 1260 | 4396 | woman | 81 | MCA | 2.21 | 2.86 | 2.56 | 10.964041 | Stent assist | no | NaN | 2 | 0.0 | 4.0 | 2.5 | 1.0 | 3.0 | NaN | NaN |
| 1261 | 4400 | man | 62 | ACA | 1.99 | 2.75 | 2.65 | 10.493247 | Simple | no | NaN | 1 | 0.0 | 4.0 | 2.0 | NaN | NaN | NaN | NaN |
| 1262 | 4408 | man | 75 | ACA | 4.99 | 6.84 | 4.54 | 111.215848 | Stent assist | no | NaN | 13 | 1.0 | 20.0 | 6.0 | 5.0 | 10.0 | 4.5 | 12.0 |
| 1263 | 4414 | woman | 64 | ICA | 3.59 | 5.27 | 4.94 | 71.836771 | Stent assist | no | NaN | 8 | 1.0 | 10.0 | 5.0 | 3.0 | 4.0 | 2.0 | 4.0 |
| 1264 | 4424 | woman | 52 | MCA | 2.71 | 2.54 | 3.31 | 11.181345 | Stent assist | no | NaN | 6 | 0.0 | 4.0 | 2.5 | 2.0 | 4.0 | 1.0 | 3.0 |
| 1265 | 4431 | woman | 29 | ICA | 2.99 | 3.92 | 2.99 | 24.057026 | Stent assist | no | NaN | 2 | 0.0 | 6.0 | 3.0 | 2.0 | 4.0 | NaN | NaN |
| 1266 | 4434 | woman | 60 | VA | 6.00 | 7.50 | 8.50 | 250.345665 | Stent assist | no | NaN | 14 | 2.0 | 30.0 | 10.0 | 8.0 | 20.0 | 7.0 | 15.0 |